Spatial-temporal hypergraph convolutional network for traffic forecasting

Spatial-temporal hypergraph convolutional network for traffic forecasting

Accurate traffic forecasting plays a critical role in the construction of intelligent transportation systems. However, due to the across road-network isomorphism in the spatial dimension and the periodic drift in the temporal dimension, existing traffic forecasting methods cannot satisfy the intrica...

Full description

Bibliographic Details
Main Authors:	Zhenzhen Zhao, Guojiang Shen, Junjie Zhou, Junchen Jin, Xiangjie Kong
Format:	Article
Language:	English
Published:	PeerJ Inc. 2023-07-01
Series:	PeerJ Computer Science
Subjects:	Spatial-temporal dependencies Hypergraph convolutional network Traffic forecasting
Online Access:	https://peerj.com/articles/cs-1450.pdf

Similar Items

A3T-GCN: Attention Temporal Graph Convolutional Network for Traffic Forecasting
by: Jiandong Bai, et al.
Published: (2021-07-01)

Long Short-Term Fusion Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting
by: Hui Zeng, et al.
Published: (2023-01-01)

A Temporal Directed Graph Convolution Network for Traffic Forecasting Using Taxi Trajectory Data
by: Kaiqi Chen, et al.
Published: (2021-09-01)

Spatial linear transformer and temporal convolution network for traffic flow prediction
by: Zhibo Xing, et al.
Published: (2024-02-01)

STAGCN: Spatial–Temporal Attention Graph Convolution Network for Traffic Forecasting
by: Yafeng Gu, et al.
Published: (2022-05-01)

Global Spatial-Temporal Graph Convolutional Network for Urban Traffic Speed Prediction
by: Liang Ge, et al.
Published: (2020-02-01)

MD-GCN: A Multi-Scale Temporal Dual Graph Convolution Network for Traffic Flow Prediction
by: Xiaohui Huang, et al.
Published: (2023-01-01)

Local-Global Spatial-Temporal Graph Convolutional Network for Traffic Flow Forecasting
by: Xinlu Zong, et al.
Published: (2024-02-01)

Attention-Based Spatial–Temporal Convolution Gated Recurrent Unit for Traffic Flow Forecasting
by: Qingyong Zhang, et al.
Published: (2023-06-01)

HIT-GCN: Spatial-Temporal Graph Convolutional Network Embedded with Heterogeneous Information of Road Network for Traffic Forecasting
by: Haitao Xiong, et al.
Published: (2023-03-01)

Dynamic Spatial Transformer WaveNet Network for Traffic Forecasting
by: Khac-Hoai Nam Bui, et al.
Published: (2023-02-01)

Traffic Flow Prediction Based on Multi-Mode Spatial-Temporal Convolution of Mixed Hop Diffuse ODE
by: Xiaohui Huang, et al.
Published: (2022-09-01)

Reticula: A temporal network and hypergraph analysis software package
by: Arash Badie-Modiri, et al.
Published: (2023-02-01)

STGAT: Spatial-Temporal Graph Attention Networks for Traffic Flow Forecasting
by: Xiangyuan Kong, et al.
Published: (2020-01-01)

Augmented Multi-Component Recurrent Graph Convolutional Network for Traffic Flow Forecasting
by: Chi Zhang, et al.
Published: (2022-01-01)

Multi-order hypergraph convolutional networks integrated with self-supervised learning
by: Jiahao Huang, et al.
Published: (2023-01-01)

Subdivision of hypergraphs and their colorings
by: Moharram N. Iradmusa
Published: (2020-03-01)

PMGCN: Progressive Multi-Graph Convolutional Network for Traffic Forecasting
by: Zhenxin Li, et al.
Published: (2023-06-01)

Graph learning-based spatial-temporal graph convolutional neural networks for traffic forecasting
by: Na Hu, et al.
Published: (2022-12-01)

ST-AFN: a spatial-temporal attention based fusion network for lane-level traffic flow prediction
by: Guojiang Shen, et al.
Published: (2021-04-01)

Region-Level Traffic Prediction Based on Temporal Multi-Spatial Dependence Graph Convolutional Network from GPS Data
by: Haiqiang Yang, et al.
Published: (2022-01-01)

Spatial-Temporal Diffusion Convolutional Network: A Novel Framework for Taxi Demand Forecasting
by: Aling Luo, et al.
Published: (2022-03-01)

Dual convolutional network based on hypergraph and multilevel feature fusion for road extraction from high-resolution remote sensing images
by: BoWen Li, et al.
Published: (2024-12-01)

MTESformer: Multi-Scale Temporal and Enhance Spatial Transformer for Traffic Flow Prediction
by: Xinhua Dong, et al.
Published: (2024-01-01)

Hierarchical Spatial-Temporal Neural Network with Attention Mechanism for Traffic Flow Forecasting
by: Qingyun Lian, et al.
Published: (2023-08-01)

Hypergraph seminar /
by: Working Seminar on Hypergraph (1st : 1972 : Ohio), et al.
Published: (1974)

ON THE NORMALITY OF t-CAYLEY HYPERGRAPHS OF ABELIAN GROUPS
by: R. Bayat, et al.
Published: (2019-09-01)

A General Traffic Flow Prediction Approach Based on Spatial-Temporal Graph Attention
by: Cong Tang, et al.
Published: (2020-01-01)

Deep Temporal Convolutional Networks for Short-Term Traffic Flow Forecasting
by: Wentian Zhao, et al.
Published: (2019-01-01)

Model of the malicious traffic classification based on hypergraph neural network
by: Wenbo ZHAO, Zitong MA, Zhe YANG
Published: (2023-10-01)

A Global Structural Hypergraph Convolutional Model for Bundle Recommendation
by: Xingtong Liu, et al.
Published: (2023-09-01)

ADSTGCN: A Dynamic Adaptive Deeper Spatio-Temporal Graph Convolutional Network for Multi-Step Traffic Forecasting
by: Zhengyan Cui, et al.
Published: (2023-08-01)

Spatial-Temporal Dynamic Graph Convolutional Neural Network for Traffic Prediction
by: Wenjuan Xiao, et al.
Published: (2023-01-01)

Regional electricity market price forecasting based on an adaptive spatial–temporal convolutional network
by: Jian Xu, et al.
Published: (2023-07-01)

Hypergraph and Uncertain Hypergraph Representation Learning Theory and Methods
by: Liyan Zhang, et al.
Published: (2022-06-01)

An Evolving Hypergraph Convolutional Network for the Diagnosis of Alzheimer’s Disease
by: Xinlei Wang, et al.
Published: (2022-10-01)

Short-time Traffic Flow Forecasting Based on Multi-adjacent Graph and Multi-head Attention Mechanism
by: YIN Heng, ZHANG Fan, LI Tianrui
Published: (2023-04-01)

Constrained Colouring and σ-Hypergraphs
by: Caro Yair, et al.
Published: (2015-02-01)

Hamiltonicity and $\sigma$-hypergraphs
by: Christina Zarb
Published: (2014-01-01)

Generalized Hypergraph Coloring
by: Schweser Thomas
Published: (2021-02-01)